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MANCE: Manifold Aware Concept Erasure
利用流形结构精准擦除特定概念，为AI安全与可解释性开辟新路径。
arXiv:2607.03973v1 Announce Type: new Abstract: Concept erasure aims to remove a target concept from a representation while preserving the other infor…
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Discovering Concept-Editing Algorithms with LLM Agents
用LLM Agent自动发现并优化概念编辑算法，为模型可解释性开辟新路径
Article URL: https://dmodel.ai/concept-erasure/ Comments URL: https://news.ycombinator.com/item?id=48746983 Points: 3 # Comments: 0
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SPACE: Source-free Proxy Anchor Concept Erasure for MLLMs
提出源无关的代理锚点概念擦除方法，解决多模态大模型隐私遗忘难题。
arXiv:2606.09868v1 Announce Type: cross Abstract: As Multimodal Large Language Models (MLLMs) face growing privacy risks and regulatory constraints, m…
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Orthogonal Concept Erasure for Diffusion Models
扩散模型中的正交概念擦除方法，ICML 2026 口头报告，精准移除指定概念而不损生成质量。
arXiv:2605.28902v1 Announce Type: new Abstract: Concept erasure has emerged as a promising approach to mitigate undesired or unsafe content in diffusi…